Beer_Style_Reviews_1pct

Dataset statistics

Number of variables	14
Number of observations	15866
Missing cells	623
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	112.0 B

Variable types

NUM	10
CAT	4

Warnings

`brewery_name` has a high cardinality: 1753 distinct values	High cardinality
`review_profilename` has a high cardinality: 5309 distinct values	High cardinality
`beer_style` has a high cardinality: 103 distinct values	High cardinality
`beer_name` has a high cardinality: 6526 distinct values	High cardinality
`beer_abv` has 621 (3.9%) missing values	Missing
`Unnamed: 0` has unique values	Unique

Reproduction

Analysis started	2020-11-04 01:58:29.517251
Analysis finished	2020-11-04 01:58:48.489668
Duration	18.97 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Unnamed: 0
Real number (ℝ_≥0)

UNIQUE

Distinct	15866
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	792166.7627
Minimum	12
Maximum	1586529
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	12
5-th percentile	77447.25
Q1	399948
median	791572.5
Q3	1193125.5
95-th percentile	1506580.5
Maximum	1586529
Range	1586517
Interquartile range (IQR)	793177.5

Descriptive statistics

Standard deviation	458183.8024
Coefficient of variation (CV)	0.5783931161
Kurtosis	-1.203072527
Mean	792166.7627
Median Absolute Deviation (MAD)	396346.5
Skewness	-0.001417095701
Sum	1.256851786e+10
Variance	2.099323967e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
299006	1	< 0.1%
1540447	1	< 0.1%
1383126	1	< 0.1%
1520339	1	< 0.1%
926417	1	< 0.1%
283343	1	< 0.1%
1131213	1	< 0.1%
1434313	1	< 0.1%
748232	1	< 0.1%
1481414	1	< 0.1%
Other values (15856)	15856	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
119	1	< 0.1%
224	1	< 0.1%
304	1	< 0.1%
343	1	< 0.1%

Value	Count	Frequency (%)
1586529	1	< 0.1%
1586364	1	< 0.1%
1586352	1	< 0.1%
1586343	1	< 0.1%
1586248	1	< 0.1%

brewery_id
Real number (ℝ_≥0)

Distinct	1769
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3183.496596
Minimum	1
Maximum	27800
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	30
Q1	142
median	423
Q3	2391
95-th percentile	16866
Maximum	27800
Range	27799
Interquartile range (IQR)	2249

Descriptive statistics

Standard deviation	5689.24471
Coefficient of variation (CV)	1.787105636
Kurtosis	3.356527267
Mean	3183.496596
Median Absolute Deviation (MAD)	360
Skewness	2.076065472
Sum	50509357
Variance	32367505.37
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	390	2.5%
10099	316	2.0%
147	316	2.0%
140	278	1.8%
132	231	1.5%
287	231	1.5%
1199	207	1.3%
220	190	1.2%
345	190	1.2%
29	166	1.0%
Other values (1759)	13351	84.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10	0.1%
3	47	0.3%
4	79	0.5%
5	14	0.1%
6	2	< 0.1%

Value	Count	Frequency (%)
27800	1	< 0.1%
27681	1	< 0.1%
27087	1	< 0.1%
27039	8	0.1%
26990	1	< 0.1%

brewery_name
Categorical

HIGH CARDINALITY

Distinct	1753
Distinct (%)	11.0%
Missing	1
Missing (%)	< 0.1%
Memory size	124.0 KiB

Boston Beer Company (Samuel Adams)	390
Stone Brewing Co.	316
Dogfish Head Brewery	316
Sierra Nevada Brewing Co.	278
Rogue Ales	231
Other values (1748)	14334

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Boston Beer Company (Samuel Adams)	390	2.5%
Stone Brewing Co.	316	2.0%
Dogfish Head Brewery	316	2.0%
Sierra Nevada Brewing Co.	278	1.8%
Rogue Ales	231	1.5%
Bell's Brewery, Inc.	231	1.5%
Founders Brewing Company	207	1.3%
Lagunitas Brewing Company	190	1.2%
Victory Brewing Company	190	1.2%
Avery Brewing Company	166	1.0%
Other values (1743)	13350	84.1%

Frequencies of value counts

Unique

Unique	705 ?
Unique (%)	4.4%

Histogram of lengths of the category

Length

Max length	66
Median length	23
Mean length	23.69128955
Min length	3

review_time
Real number (ℝ_≥0)

Distinct	15865
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1225493757
Minimum	894931201
Maximum	1326251972
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	894931201
5-th percentile	1073805417
Q1	1174793682
median	1241334608
Q3	1289233383
95-th percentile	1318747448
Maximum	1326251972
Range	431320771
Interquartile range (IQR)	114439701.2

Descriptive statistics

Standard deviation	76132666.97
Coefficient of variation (CV)	0.06212407576
Kurtosis	-0.2562526226
Mean	1225493757
Median Absolute Deviation (MAD)	53092013
Skewness	-0.7620441542
Sum	1.944368394e+13
Variance	5.79618298e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1290897310	2	< 0.1%
1177038841	1	< 0.1%
1217819467	1	< 0.1%
1303083850	1	< 0.1%
1319068489	1	< 0.1%
1137384262	1	< 0.1%
1232747330	1	< 0.1%
1300144961	1	< 0.1%
1258826560	1	< 0.1%
1228915517	1	< 0.1%
Other values (15855)	15855	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
894931201	1	< 0.1%
908236801	1	< 0.1%
917308801	1	< 0.1%
984787201	1	< 0.1%
993912246	1	< 0.1%

Value	Count	Frequency (%)
1326251972	1	< 0.1%
1326232870	1	< 0.1%
1326227237	1	< 0.1%
1326216953	1	< 0.1%
1326185385	1	< 0.1%

review_overall
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.823490483
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7112147028
Coefficient of variation (CV)	0.186011893
Kurtosis	1.627512023
Mean	3.823490483
Median Absolute Deviation (MAD)	0.5
Skewness	-1.011864773
Sum	60663.5
Variance	0.5058263534
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	5910	37.2%
4.5	3231	20.4%
3.5	3023	19.1%
3	1612	10.2%
5	918	5.8%
2.5	581	3.7%
2	373	2.4%
1.5	122	0.8%
1	96	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	96	0.6%
1.5	122	0.8%
2	373	2.4%
2.5	581	3.7%
3	1612	10.2%

Value	Count	Frequency (%)
5	918	5.8%
4.5	3231	20.4%
4	5910	37.2%
3.5	3023	19.1%
3	1612	10.2%

review_aroma
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.74454809
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4
95-th percentile	4.5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.6929546586
Coefficient of variation (CV)	0.1850569526
Kurtosis	1.257369698
Mean	3.74454809
Median Absolute Deviation (MAD)	0.5
Skewness	-0.8668971118
Sum	59411
Variance	0.4801861588
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	5651	35.6%
3.5	3671	23.1%
4.5	2737	17.3%
3	1922	12.1%
2.5	646	4.1%
5	639	4.0%
2	400	2.5%
1.5	132	0.8%
1	68	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	68	0.4%
1.5	132	0.8%
2	400	2.5%
2.5	646	4.1%
3	1922	12.1%

Value	Count	Frequency (%)
5	639	4.0%
4.5	2737	17.3%
4	5651	35.6%
3.5	3671	23.1%
3	1922	12.1%

review_appearance
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.845833859
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	3.5
median	4
Q3	4
95-th percentile	4.5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.6081135223
Coefficient of variation (CV)	0.1581226711
Kurtosis	1.808656181
Mean	3.845833859
Median Absolute Deviation (MAD)	0.5
Skewness	-0.9120150828
Sum	61018
Variance	0.369802056
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	6827	43.0%
3.5	3172	20.0%
4.5	2890	18.2%
3	1658	10.5%
5	625	3.9%
2.5	350	2.2%
2	259	1.6%
1.5	52	0.3%
1	33	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	33	0.2%
1.5	52	0.3%
2	259	1.6%
2.5	350	2.2%
3	1658	10.5%

Value	Count	Frequency (%)
5	625	3.9%
4.5	2890	18.2%
4	6827	43.0%
3.5	3172	20.0%
3	1658	10.5%

review_profilename
Categorical

HIGH CARDINALITY

Distinct	5309
Distinct (%)	33.5%
Missing	1
Missing (%)	< 0.1%
Memory size	124.0 KiB

northyorksammy	61
Thorpe429	52
BuckeyeNation	52
mikesgroove	45
ChainGangGuy	43
Other values (5304)	15612

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
northyorksammy	61	0.4%
Thorpe429	52	0.3%
BuckeyeNation	52	0.3%
mikesgroove	45	0.3%
ChainGangGuy	43	0.3%
Billolick	38	0.2%
TheManiacalOne	38	0.2%
akorsak	37	0.2%
drabmuh	34	0.2%
Mora2000	34	0.2%
Other values (5299)	15431	97.3%

Frequencies of value counts

Unique

Unique	2755 ?
Unique (%)	17.4%

Histogram of lengths of the category

Length

Max length	16
Median length	9
Mean length	8.975797302
Min length	3

beer_style
Categorical

HIGH CARDINALITY

Distinct	103
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	124.0 KiB

American IPA	1159
American Double / Imperial IPA	883
American Pale Ale (APA)	619
American Porter	550
American Double / Imperial Stout	524
Other values (98)	12131

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
American IPA	1159	7.3%
American Double / Imperial IPA	883	5.6%
American Pale Ale (APA)	619	3.9%
American Porter	550	3.5%
American Double / Imperial Stout	524	3.3%
Russian Imperial Stout	520	3.3%
American Amber / Red Ale	446	2.8%
Belgian Strong Dark Ale	356	2.2%
Fruit / Vegetable Beer	350	2.2%
Saison / Farmhouse Ale	335	2.1%
Other values (93)	10124	63.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	35
Median length	18
Mean length	17.81488718
Min length	4

review_palate
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.746785579
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4
95-th percentile	4.5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.6732922656
Coefficient of variation (CV)	0.179698638
Kurtosis	1.311415167
Mean	3.746785579
Median Absolute Deviation (MAD)	0.5
Skewness	-0.8658062548
Sum	59446.5
Variance	0.4533224749
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	6155	38.8%
3.5	3412	21.5%
4.5	2502	15.8%
3	2033	12.8%
2.5	631	4.0%
5	599	3.8%
2	366	2.3%
1.5	108	0.7%
1	60	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	60	0.4%
1.5	108	0.7%
2	366	2.3%
2.5	631	4.0%
3	2033	12.8%

Value	Count	Frequency (%)
5	599	3.8%
4.5	2502	15.8%
4	6155	38.8%
3.5	3412	21.5%
3	2033	12.8%

review_taste
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.802880373
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7247920843
Coefficient of variation (CV)	0.1905902929
Kurtosis	1.358259339
Mean	3.802880373
Median Absolute Deviation (MAD)	0.5
Skewness	-0.9601350005
Sum	60336.5
Variance	0.5253235655
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	5368	33.8%
4.5	3413	21.5%
3.5	3292	20.7%
3	1657	10.4%
5	861	5.4%
2.5	638	4.0%
2	412	2.6%
1.5	128	0.8%
1	97	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	97	0.6%
1.5	128	0.8%
2	412	2.6%
2.5	638	4.0%
3	1657	10.4%

Value	Count	Frequency (%)
5	861	5.4%
4.5	3413	21.5%
4	5368	33.8%
3.5	3292	20.7%
3	1657	10.4%

beer_name
Categorical

HIGH CARDINALITY

Distinct	6526
Distinct (%)	41.1%
Missing	0
Missing (%)	0.0%
Memory size	124.0 KiB

Old Rasputin Russian Imperial Stout	42
90 Minute IPA	35
Sierra Nevada Celebration Ale	34
India Pale Ale	33
Pale Ale	32
Other values (6521)	15690

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Old Rasputin Russian Imperial Stout	42	0.3%
90 Minute IPA	35	0.2%
Sierra Nevada Celebration Ale	34	0.2%
India Pale Ale	33	0.2%
Pale Ale	32	0.2%
Stone Ruination IPA	32	0.2%
Sierra Nevada Pale Ale	31	0.2%
Two Hearted Ale	30	0.2%
Ayinger Celebrator Doppelbock	30	0.2%
Founders KBS (Kentucky Breakfast Stout)	29	0.2%
Other values (6516)	15538	97.9%

Frequencies of value counts

Unique

Unique	3951 ?
Unique (%)	24.9%

Histogram of lengths of the category

Length

Max length	74
Median length	19
Mean length	20.56271272
Min length	2

beer_abv
Real number (ℝ_≥0)

MISSING

Distinct	254
Distinct (%)	1.7%
Missing	621
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%

Mean	7.045513283
Minimum	0.05
Maximum	41
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	0.05
5-th percentile	4.5
Q1	5.2
median	6.5
Q3	8.5
95-th percentile	11
Maximum	41
Range	40.95
Interquartile range (IQR)	3.3

Descriptive statistics

Standard deviation	2.320866046
Coefficient of variation (CV)	0.3294104989
Kurtosis	10.5706658
Mean	7.045513283
Median Absolute Deviation (MAD)	1.5
Skewness	1.762830752
Sum	107408.85
Variance	5.386419202
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1078	6.8%
8	705	4.4%
6	642	4.0%
7	616	3.9%
9	601	3.8%
5.5	561	3.5%
10	532	3.4%
6.5	480	3.0%
5.2	434	2.7%
7.5	433	2.7%
Other values (244)	9163	57.8%
(Missing)	621	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05	1	< 0.1%
0.45	1	< 0.1%
0.5	4	< 0.1%
1.2	1	< 0.1%
1.5	1	< 0.1%

Value	Count	Frequency (%)
41	2	< 0.1%
32	2	< 0.1%
27	2	< 0.1%
26	2	< 0.1%
19.5	1	< 0.1%

beer_beerid
Real number (ℝ_≥0)

Distinct	6752
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22027.5
Minimum	5
Maximum	76814
Zeros	0
Zeros (%)	0.0%
Memory size	124.0 KiB

Quantile statistics

Minimum	5
5-th percentile	219
Q1	1769
median	14925.5
Q3	39621
95-th percentile	62999
Maximum	76814
Range	76809
Interquartile range (IQR)	37852

Descriptive statistics

Standard deviation	21902.53081
Coefficient of variation (CV)	0.9943266739
Kurtosis	-0.8454913006
Mean	22027.5
Median Absolute Deviation (MAD)	14149.5
Skewness	0.6717315153
Sum	349488315
Variance	479720855.8
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
412	42	0.3%
2093	35	0.2%
1904	34	0.2%
4083	32	0.2%
276	31	0.2%
1093	30	0.2%
131	30	0.2%
680	29	0.2%
19960	29	0.2%
92	27	0.2%
Other values (6742)	15547	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	< 0.1%
6	2	< 0.1%
7	5	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
76814	1	< 0.1%
76813	1	< 0.1%
76803	1	< 0.1%
76756	1	< 0.1%
76726	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	Unnamed: 0	brewery_id	brewery_name	review_time	review_overall	review_aroma	review_appearance	review_profilename	beer_style	review_palate	review_taste	beer_name	beer_abv	beer_beerid
0	1232172	10001	Hockley Valley Brewing Co.	1268863522	3.5	3.5	3.0	MattyV	Irish Dry Stout	2.0	3.0	Hockley Stout	4.6	35859
1	521244	113	Samuel Smith Old Brewery (Tadcaster)	1209435786	4.5	4.0	4.5	bluegrassbrew	English Porter	4.0	4.0	Samuel Smith's, The Famous Taddy Porter	5.0	572
2	1098847	418	Left Hand Brewing Company	1309720985	3.5	3.5	3.5	DrJay	English India Pale Ale (IPA)	3.5	3.5	400 Pound Monkey	6.7	44706
3	246137	607	High Point Brewing Company	1063648679	4.5	4.5	4.0	Dantes	Märzen / Oktoberfest	4.5	4.0	Ramstein Oktoberfest	6.0	12718
4	1260943	112	North Coast Brewing Co.	1269408994	4.0	4.0	3.5	nickfl	German Pilsener	3.5	3.5	Scrimshaw Pilsner	4.4	409
5	1519120	735	21st Amendment Brewery	1310115300	3.5	3.5	3.5	rootbeerman	American Double / Imperial IPA	3.0	3.5	Hop Crisis	9.7	42063
6	1350294	7944	Ridgeway Brewing	1261368179	4.0	3.5	3.5	Richardberg	Foreign / Export Stout	4.0	4.0	Lump Of Coal	8.0	20905
7	218892	158	Great Divide Brewing Company	1322882947	4.0	4.0	4.0	SolipsismalCat	Old Ale	4.0	4.0	Hibernation Ale	8.7	1446
8	1057389	200	Mendocino Brewing Company	1227070530	3.5	4.0	4.0	PatrickJR	American Barleywine	3.5	3.0	Talon - True Style Barley Wine Ale	10.5	16439
9	1472182	1086	Cleveland ChopHouse And Brewery	1170090653	4.5	4.0	4.0	mattcrill	Belgian Strong Pale Ale	4.0	4.0	Hop Diablo	NaN	35010

Last rows

	Unnamed: 0	brewery_id	brewery_name	review_time	review_overall	review_aroma	review_appearance	review_profilename	beer_style	review_palate	review_taste	beer_name	beer_abv	beer_beerid
15856	1013003	143	Spoetzl Brewery	1235428401	3.5	3.5	3.5	Vengeance526	Vienna Lager	3.5	3.5	Shiner 98 Bavarian Style Amber	NaN	36866
15857	674390	14400	Ninkasi Brewing Company	1250638883	4.0	3.0	4.0	morimech	American Pale Ale (APA)	4.0	3.5	Radiant Summer Ale	6.0	50271
15858	1239111	494	Malt Shovel Brewery	1092280686	3.5	4.0	4.0	Zorro	English Porter	3.5	3.5	James Squire Porter	5.0	2078
15859	282905	35	Boston Beer Company (Samuel Adams)	1250169053	4.0	4.0	4.0	ghebb	Vienna Lager	4.0	4.0	Samuel Adams Boston Lager	4.9	104
15860	263580	68	Flying Dog Brewery	1284672178	3.0	3.5	4.5	EricCioe	American Double / Imperial IPA	4.0	4.5	Double Dog Double Pale Ale	11.5	35754
15861	69060	466	South African Breweries plc	1309552188	4.0	3.5	4.5	katan	Milk / Sweet Stout	3.5	3.5	Castle Milk Stout	6.0	7371
15862	618382	10097	Harpoon Brewery	1309836484	2.0	2.0	4.0	SWMeyer4141	American Pale Wheat Ale	1.5	2.0	UFO Hefeweizen	5.1	318
15863	904258	142	Spaten-Franziskaner-Bräu	1297177461	4.5	4.0	4.0	CuriousMonk	Hefeweizen	4.0	4.5	Franziskaner Hefe-Weisse	5.0	1946
15864	1035686	39	Privatbrauerei Franz Inselkammer KG / Brauerei Aying	1286336151	4.0	3.0	3.5	TheQuietMan22	Dortmunder / Export Lager	3.5	4.0	Ayinger Jahrhundert Bier	5.5	133
15865	1135428	863	Russian River Brewing Company	1297447950	5.0	4.5	4.5	SupaCelt	American Double / Imperial IPA	4.5	4.5	Pliny The Elder	8.0	7971

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows